{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Notebook for analyzing synthetic radar results\n",
    "\n",
    "\n",
    "Before running this notebook, download the pretrained models as described in the `README`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"HDF5_USE_FILE_LOCKING\"]='FALSE'\n",
    "import sys\n",
    "sys.path.append('../src/')\n",
    "import h5py\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plot metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read the metrics output during training\n",
    "log_files= {\n",
    "    'mse':'../logs/sample-mse/metrics.csv',\n",
    "    'mse+vgg':'../logs/sample-mse-vgg/metrics.csv',\n",
    "    'gan':'../logs/sample-gan-mae/metrics.csv'\n",
    "}\n",
    "metrics={ k:pd.read_csv(v) for k,v in log_files.items()}\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# MSE\n",
    "fig,ax=plt.subplots(2,3,figsize=(15,6))\n",
    "def plot_metrics_row(df,metric_names,ax):\n",
    "    for k,m in enumerate(metric_names):\n",
    "        df[[m,'val_'+m]].plot(ax=ax[k])\n",
    "        ax[k].grid(True,alpha=.25)\n",
    "\n",
    "plot_metrics_row(metrics['mse'],['pod74','sucr74','csi74'],ax[0])\n",
    "plot_metrics_row(metrics['mse'],['pod133','sucr133','csi133'],ax[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With MSE loss, the model converges in relatively few epochs when using the full SEVIR training dataset.  In this case, each epoch represents 75 batches of 32 SEVIR samples.  In this case, roughly 20 epochs seems like enough for peak performance on the validation set (orange line) in a variety of metrics.  The training loss continues to improve over time, but this is likely overfitting based on the stagnant validation curve. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x432 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mse+mse\n",
    "fig,ax=plt.subplots(2,3,figsize=(15,6))\n",
    "def plot_metrics_row(df,metric_names,ax):\n",
    "    for k,m in enumerate(metric_names):\n",
    "        df[[m,'val_'+m]].plot(ax=ax[k])\n",
    "        ax[k].grid(True,alpha=.25)\n",
    "\n",
    "plot_metrics_row(metrics['mse+vgg'],['output_layer_1_pod74','output_layer_1_sucr74','output_layer_1_csi74'],ax[0])\n",
    "plot_metrics_row(metrics['mse+vgg'],['output_layer_1_pod133','output_layer_1_sucr133','output_layer_1_csi133'],ax[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This model also converged in ~20 epochs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# gan\n",
    "fig,ax=plt.subplots(1,4,figsize=(15,4))\n",
    "def plot_metrics_row(df,metrics,ax):\n",
    "    for k,m in enumerate(metrics):\n",
    "        df[[m]].plot(ax=ax[k])\n",
    "        ax[k].grid(True,alpha=.25)\n",
    "\n",
    "plot_metrics_row(metrics['gan'],['gen_total_loss', 'gen_gan_loss', 'gen_l1_loss', 'disc_loss'],ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The four losses involved with training the cGAN version of the loss.  No validation set was used for this experiement.  At around spoch 50, the discriminator started competiting with the generator.   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate sample images"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This runs the trained model on samples from the test set.  We will use basic color maps for this demo (if the paper is accepted we will apply the same colormap and style shown in the paper)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Load weights from best model on val set\n",
    "mse_weights_file = '../models/synrad/mse_weights.h5'\n",
    "mse_model = tf.keras.models.load_model(mse_weights_file,compile=False,custom_objects={\"tf\": tf})\n",
    "\n",
    "mse_vgg_weights_file = '../models/synrad/mse_vgg_weights.h5'\n",
    "mse_vgg_model = tf.keras.models.load_model(mse_vgg_weights_file,compile=False,custom_objects={\"tf\": tf})\n",
    "\n",
    "gan_weights_file = '../models/synrad/gan_mae_weights.h5'\n",
    "gan_model = tf.keras.models.load_model(gan_weights_file,compile=False,custom_objects={\"tf\": tf})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load sample test data\n",
    "\n",
    "To download sample test data, go to https://www.dropbox.com/s/7o3jyeenhrgrkql/synrad_testing.h5?dl=0\n",
    " and save file to `data/sample/synrad_testing.h5`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load a part of the test dataset\n",
    "from readers.synrad_reader import read_data\n",
    "x_test,y_test = read_data('../data/sample/synrad_testing.h5',end=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize results on some test samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run model on test set\n",
    "def run_synrad(model,x_test,batch_size=32):\n",
    "    return model.predict([x_test[k] for k in ['ir069','ir107','lght']],batch_size=batch_size)\n",
    "y_pred_mse     = run_synrad(mse_model,x_test)\n",
    "y_pred_mse_vgg = run_synrad(mse_vgg_model,x_test)\n",
    "y_pred_gan     = run_synrad(gan_model,x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Plot using default cmap\n",
    "from display.display import get_cmap\n",
    "def visualize_result(y_test,y_preds,idx,ax):\n",
    "    cmap_dict = lambda s: {'cmap':get_cmap(s,encoded=True)[0], 'norm':get_cmap(s,encoded=True)[1],\n",
    "                           'vmin':get_cmap(s,encoded=True)[2], 'vmax':get_cmap(s,encoded=True)[3]}\n",
    "    ax[0].imshow(x_test['ir069'][idx,:,:,0],**cmap_dict('ir069'))\n",
    "    ax[1].imshow(x_test['ir107'][idx,:,:,0],**cmap_dict('ir107'))\n",
    "    ax[2].imshow(x_test['lght'][idx,:,:,0],cmap='hot',vmin=0,vmax=10)\n",
    "    ax[3].imshow(y_test['vil'][idx,:,:,0],**cmap_dict('vil'))\n",
    "    for k in range(len(y_preds)):\n",
    "        if isinstance(y_preds[k],(list,)):\n",
    "            yp=y_preds[k][0]\n",
    "        else:\n",
    "            yp=y_preds[k]\n",
    "        ax[4+k].imshow(yp[idx,:,:,0],**cmap_dict('vil'))\n",
    "    for i in range(len(ax)):\n",
    "        ax[i].xaxis.set_ticks([])\n",
    "        ax[i].yaxis.set_ticks([])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 21 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_idx = [123,456,789]\n",
    "N=len(test_idx)\n",
    "fig,ax = plt.subplots(N,7,figsize=(12,4))\n",
    "for k,i in enumerate(test_idx):\n",
    "    visualize_result(y_test,[y_pred_mse,y_pred_mse_vgg,y_pred_gan], i, ax[k] )\n",
    "\n",
    "ax[0][0].set_title('Input ir069')\n",
    "ax[0][1].set_title('Input ir107')\n",
    "ax[0][2].set_title('Input lght')\n",
    "ax[0][3].set_title('Truth')\n",
    "ax[0][4].set_title('Output\\nMSE Loss')\n",
    "ax[0][5].set_title('Output\\nMSE+VGG Loss')\n",
    "ax[0][6].set_title('Output\\nGAN+MAE Loss')\n",
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